{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 14: Mean [Ulcer Index](https://en.wikipedia.org/wiki/Ulcer_index) Portfolio Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0256%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4035%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0179%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9482%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2410%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2411%</td>\n",
       "      <td>-1.7556%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5866%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9034%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9769%</td>\n",
       "      <td>-1.2206%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6059%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0019%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7641%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1538%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9720%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3383%</td>\n",
       "      <td>0.1692%</td>\n",
       "      <td>-1.6850%</td>\n",
       "      <td>-1.0216%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5288%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0331%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6435%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0256%  0.4057%  0.4035%  1.9693%  0.0179%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4863% -1.5879%  0.2411% -1.7556% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1388% -4.1922% -1.6573% -2.7699% -1.1047% -1.9769% -1.2206%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3383%  0.1692% -1.6850% -1.0216%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  0.9482% -1.1953%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5866% -0.9551%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8855% -4.6059% -2.5394%  ... -2.2066% -3.0309% -1.0411%   \n",
       "2016-01-08 -1.6402% -1.7641% -0.1649%  ... -0.1538% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5288%  0.6616%  0.0331%  ...  1.6435%  0.0000%  0.9869%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1730%  0.2410%  1.3734% -1.0857%  \n",
       "2016-01-06 -1.5647%  0.3108% -1.0155% -0.7653% -3.0048% -0.9034% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0019%  \n",
       "2016-01-08 -0.1448%  0.0895% -3.3839% -0.1117% -1.1387% -0.9720% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Ulcer Index Portfolios\n",
    "\n",
    "### 2.1 Calculating the portfolio that maximizes Ulcer Performance Index (UPI) ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.3434%</td>\n",
       "      <td>4.3359%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>18.1621%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0070%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>3.8882%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4940%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.3244%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA      CNP     CPB      DE  \\\n",
       "weights 0.0000% 6.3434% 4.3359% 0.0000% 0.0000% 18.1621% 0.0000% 1.0070%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 3.8882% 0.0000% 0.0000% 0.0000% 0.0000% 0.4940%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 8.3244% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimal portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'UCI' # Risk measure used, this time will be variance\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w, title='Sharpe Mean Ulcer Index', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.5188%</td>\n",
       "      <td>3.0976%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>16.6413%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1229%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.7178%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.4924%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.8053%</td>\n",
       "      <td>6.9958%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.8957%</td>\n",
       "      <td>3.5490%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>17.4921%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.1943%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>3.4591%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.6676%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.4549%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.5586%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.4225%</td>\n",
       "      <td>4.1802%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>18.3731%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3502%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0182%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.1291%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.2747%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.7702%</td>\n",
       "      <td>4.1239%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>17.9970%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.8271%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>3.8010%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.8106%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.4261%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.1135%</td>\n",
       "      <td>3.5057%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>17.7289%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4871%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>3.8857%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.9579%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      APA      BA     BAX     BMY   CMCSA      CNP     CPB      DE     HPQ  \\\n",
       "0 0.0000% 4.5188% 3.0976% 0.0000% 0.0000% 16.6413% 0.0000% 0.0000% 0.0000%   \n",
       "1 0.0000% 7.8957% 3.5490% 0.0000% 0.0000% 17.4921% 0.0000% 0.1943% 0.0000%   \n",
       "2 0.0000% 7.4225% 4.1802% 0.0000% 0.0000% 18.3731% 0.0000% 0.3502% 0.0000%   \n",
       "3 0.0000% 5.7702% 4.1239% 0.0000% 0.0000% 17.9970% 0.0000% 0.8271% 0.0000%   \n",
       "4 0.0000% 5.1135% 3.5057% 0.0000% 0.0000% 17.7289% 0.0000% 0.4871% 0.0000%   \n",
       "\n",
       "      JCI  ...      NI    PCAR     PSA     SEE       T     TGT     TMO  \\\n",
       "0 0.0000%  ... 2.1229% 0.0000% 8.7178% 0.0000% 7.4924% 0.0000% 0.0000%   \n",
       "1 0.0000%  ... 3.4591% 0.0000% 2.6676% 0.0000% 4.4549% 0.0000% 0.0000%   \n",
       "2 0.0000%  ... 4.0182% 0.0000% 0.0000% 0.0000% 2.1291% 0.0000% 0.0000%   \n",
       "3 0.0000%  ... 3.8010% 0.0000% 0.0000% 0.0000% 0.0000% 0.8106% 0.0000%   \n",
       "4 0.0000%  ... 3.8857% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000%   \n",
       "\n",
       "      TXT       VZ    ZION  \n",
       "0 0.0000% 10.8053% 6.9958%  \n",
       "1 0.0000%  8.5586% 0.0000%  \n",
       "2 0.0000%  8.2747% 0.0000%  \n",
       "3 0.0000%  8.4261% 0.0000%  \n",
       "4 0.0000%  6.9579% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 40 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for Ulcer Index\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for Ulcer Index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.3434%</td>\n",
       "      <td>4.3359%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>18.1621%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0070%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>3.8882%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4940%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.3244%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA      CNP     CPB      DE  \\\n",
       "weights 0.0000% 6.3434% 4.3359% 0.0000% 0.0000% 18.1621% 0.0000% 1.0070%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 3.8882% 0.0000% 0.0000% 0.0000% 0.0000% 0.4940%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 8.3244% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity Ulcer Index', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
